Redlining Exploration:

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Redlining Throughout Boroughs:

Here is the map detailing the redlining scores (ranging from 1-4) given to areas in NYC. There are areas that our data set does not have information for, which are colored grey.

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Redlining Exploration:

Here is the map detailing the redlining grades given to areas in NYC. There are areas that our data set does not have information for, which are colored grey.

Average Redlining Score in Each Borough（-delete):

Lets look at the average redlining score in each borough:

This graph shows the average redlining scores in each borough. Although it looks fairly different, the range is fairly low, between ~3.06 and ~3.24. This does not give us too much information. Lets look at the distribution:

Distribution of Redlining Scores in Boroughs(-add average):

This graph shows more detail. The distribution of the scores are fairly different for the boroughs, which Manhattan having the most distribution and Queens having the smallest.

Redlining Grade Count by Borough:

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We can see here that Staten Island, Queens, and Bronx have the most C grade in their neighborhood. Manhattan and Brooklyn have the grade D as the most frequent. This is similar to what we saw in the violin plot previously.

SNAP Exploration and Demographics:

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SNAP Total Household Count in Boroughs:

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SNAP Total Household Count in Boroughs(-change to %):

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Race VS Redlinging Grade:

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Healthy Grocery Store Exploration:

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Grocery Stores in Manhattan, Brooklyn, and Bronx:

Grocery Stores in Bronx Only:

Health Outcome vs Redlining Scores

The graph compares the impact of redlining on health outcomes (diabetes, obesity, and high cholesterol) in different areas. The higher redlining scores (A, B) tend to have slightly higher obesity and high cholesterol rates, potentially indicating the complex intersection of socioeconomic status, healthcare access, and environmental factors related to historical redlining.

Exploration of Redlining, SNAP, and Healthy Grocery Stores

Redlining Scores and Demographics:

Redlining Scores and SNAP Enrollment.

Redlining and Grocery Stores in Bronx

SNAP Enrollment and Grocery Stores in Bronx.

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Redlinging Grade VS. Grocery Stores(Manhattan,Brooklyn,and Bronx):

Redlinging Grade VS.Grocery Stores in Bronx Only:

Health Outcome vs Redlining Scores

The graph compares the impact of redlining on health outcomes (diabetes, obesity, and high cholesterol) in different areas. The higher redlining scores (A, B) tend to have slightly higher obesity and high cholesterol rates, potentially indicating the complex intersection of socioeconomic status, healthcare access, and environmental factors related to historical redlining.

SNAP Enrollment and Grocery Stores in Bronx(USE IN SHINY APP IF NEEDED).

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